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QUESTDB_website/tools/lib/data.py

441 lines
16 KiB
Python

from collections import OrderedDict
from TexSoup import TexSoup
from .LaTeX import newCommand
from .utils import getValFromCell,checkFloat
from TexSoup import TexNode,TexEnv
from enum import IntEnum,auto,unique,IntFlag
from .Format import Format
import re
import numpy as np
import json
class state:
def __init__(self,number, multiplicity, symetry):
self.number = number
self.multiplicity = multiplicity
self.symetry = symetry
@unique
class DataType(IntEnum):
ABS=auto()
FLUO=auto()
class dataFileBase(object):
def __init__(self):
self.molecule = ''
self.comment = ''
self.code = None
self.method = None
self.excitations = []
self.DOI = ''
@property
def IsTBE(self):
return self.method.name=="TBE"
@staticmethod
def GetFileType():
pass
@staticmethod
def convertState(StateTablelist,default=DataType.ABS,firstState=state(1,1,"A_1"),commands=[]):
tmplst=[]
for TexState in StateTablelist:
math=TexState.find("$")
lst=list(math.contents)
mystr=str(lst[0])
mathsoup=None
try:
mathsoup=TexSoup(mystr)
except:
print(f"Error when parsing latex state: {mystr}")
exit(-1)
newCommand.runAll(mathsoup,commands)
st=str(mathsoup)
m=re.match(r"^\^(?P<multiplicity>\d)(?P<symm>[^\s\[(]*)\s*(?:\[(?:\\mathrm{)?(?P<special>\w)(?:})\])?\s*(:?\((?P<type>[^\)]*)\))?",st)
seq=m.group("multiplicity","symm")
mul=int(m.group("multiplicity"))
symm=m.group("symm")
spgrp=m.group("special")
if spgrp is not None and spgrp=="F":
trsp=DataType.FLUO
else:
trsp=default
tygrp=m.group("type")
tmplst.append((mul,symm,trsp,tygrp))
lst=[]
for index,item in enumerate(tmplst):
unformfirststate=(firstState.multiplicity,firstState.symetry)
countlst=[unformfirststate]+[(it[0],it[1]) for it in tmplst[:index+1]]
countitem=(item[0],item[1])
count=countlst.count(countitem)
lst.append((state(count,item[0],item[1]),item[2],item[3]))
return lst
@staticmethod
def readFromTable(table,format=Format.LINE,default=DataType.ABS ,firstState=state(1,1,"A_1"),commands=[]):
def getSubtableIndex(table,firstindex=2,column=0,count=1):
subtablesindex=list()
i=firstindex+count
while i<np.size(table,0):
if str(table[i,column])!="":
subtablesindex.append((firstindex,i-1))
firstindex=i
i+=count
else:
i+=1
subtablesindex.append((firstindex,np.size(table,0)))
return subtablesindex
datalist=list()
switcher={
DataType.ABS:AbsDataFile,
DataType.FLUO:FluoDataFile,
}
if format==Format.LINE:
for col in range(1,np.size(table,1)):
col=table[:,col]
mymolecule=str(col[0])
mymethod=method(str(col[2]),str(col[1]))
finsts=dataFileBase.convertState(table[3:,0],default=default,firstState=firstState,commands=commands)
datacls=dict()
for index,cell in enumerate(col[3:]):
if str(cell)!="":
val,unsafe=getValFromCell(cell)
finst=finsts[index]
dt=finst[1]
if dt in datacls:
data=datacls[dt]
else:
cl=switcher[dt]
data=cl()
datacls[dt]=data
data.molecule=mymolecule
data.method=mymethod
data.excitations.append(excitationValue(firstState,finst[0],val,type=finst[2],isUnsafe=unsafe))
for value in datacls.values():
datalist.append(value)
return datalist
elif format==Format.COLUMN:
subtablesindex=getSubtableIndex(table)
for first, last in subtablesindex:
for col in range(2,np.size(table,1)):
datacls=dict()
col=table[:,col]
mymolecule=str(table[first,0])
mymethod=method(str(col[1]),str(col[0]))
finsts=dataFileBase.convertState(table[first:last+1,1],default=default,firstState=firstState,commands=commands)
for index,cell in enumerate(col[first:last+1]):
if str(cell)!="":
val,unsafe=getValFromCell(cell)
finst=finsts[index]
dt=finst[1]
if dt in datacls:
data=datacls[dt]
else:
cl=switcher[dt]
data=cl()
data.molecule=mymolecule
data.method=mymethod
datacls[dt]=data
data.excitations.append(excitationValue(firstState,finst[0],val,type=finst[2]))
for value in datacls.values():
datalist.append(value)
return datalist
elif format==Format.DOUBLECOLUMN:
datacls=dict()
subtablesMol=getSubtableIndex(table)
for firstMol, lastMol in subtablesMol:
mymolecule=str(table[firstMol,0])
moltable=table[firstMol:lastMol+1,:]
subtablestrans=getSubtableIndex(moltable,firstindex=0,column=1,count=2)
for firstTrans,lastTrans in subtablestrans:
mytrans=moltable[firstTrans:lastTrans+1,:]
mytransdesc=mytrans[0:2,1]
for i in range(2):
try:
mathsoup=TexSoup(mytransdesc[i])
except:
print(f"Error when parsing latex state: {str(mytransdesc[i])}")
exit(-1)
newCommand.runAll(mathsoup,commands)
mytransdesc[i]=str(mathsoup)
for colindex in range(3,np.size(table,1)):
col=mytrans[:,colindex]
mybasis=str(table[1,colindex])
for index,cell in enumerate(col):
methodnameAT1=str(mytrans[index,2])
PTString=r"($\%T_1$)"
HasT1=methodnameAT1.endswith(PTString)
if HasT1:
methodname=methodnameAT1[:-len(PTString)]
else:
methodname=str(methodnameAT1)
mymethod=method(methodname,mybasis)
strcell=str(cell)
if strcell!="":
if HasT1:
m=re.match(r"^(?P<value>[-+]?\d+\.?\d*)\s*(?:\((?P<T1>\d+\.?\d*)\\\%\))?",strcell)
val,unsafe=getValFromCell(TexSoup(m.group("value")))
T1=m.group("T1")
else:
m=re.match(r"^[-+]?\d+\.?\d*",strcell)
val,unsafe=getValFromCell(TexSoup(m.group(0)))
T1=None
if (mymolecule,mymethod.name,mymethod.basis) in datacls:
data=datacls[(mymolecule,mymethod.name,mymethod.basis)]
else:
data=AbsDataFile()
data.molecule=mymolecule
data.method=mymethod
datacls[(mymolecule,mymethod.name,mymethod.basis)]=data
infin=mytransdesc[0].split(r"\rightarrow")
for i,item in enumerate(infin):
m=re.match(r"^(?P<number>\d)\\[,:;\s]\s*\^(?P<multiplicity>\d)(?P<sym>\S*)",item.strip())
infin[i]=state(m.group("number"),m.group("multiplicity"),m.group("sym"))
data.excitations.append(excitationValue(infin[0],infin[1],val,type=mytransdesc[1],isUnsafe=unsafe,T1=T1))
for value in datacls.values():
datalist.append(value)
return datalist
elif format==Format.EXOTICCOLUMN:
import json
subtablesindex=getSubtableIndex(table)
for first, last in subtablesindex:
valDic=dict()
mymolecule=str(table[first,0])
for col in range(2,np.size(table,1)):
col=table[:,col]
basis=str(col[0])
mymethcell=list(col[1])
if isinstance(mymethcell[0],TexNode) and mymethcell[0].name=="$":
kindSoup=TexSoup("".join(list(mymethcell[0].expr.all)))
newCommand.runAll(kindSoup,commands)
kind=str(kindSoup)
methodnameSoup=TexSoup(mymethcell[1].value)
newCommand.runAll(methodnameSoup,commands)
methodname=str(methodnameSoup)
else:
kind=""
methtex=col[1]
newCommand.runAll(methtex,commands)
methodname=str(methtex)
mymethod=method(methodname,basis)
methkey=json.dumps(mymethod.__dict__)
finsts=dataFileBase.convertState(table[first:last+1,1],default=default,firstState=firstState,commands=commands)
for index,cell in enumerate(col[first:last+1]):
if str(cell)!="":
val,unsafe=getValFromCell(cell)
finst=finsts[index]
dt=finst[1]
if dt in valDic:
dtDic=valDic[dt]
else:
dtDic=dict()
valDic[dt]=dtDic
if not methkey in dtDic:
dtDic[methkey]=dict()
dataDic=dtDic[methkey]
exkey=(json.dumps(finst[0].__dict__,),finst[2])
if not exkey in dataDic:
dataDic[exkey]=dict()
if kind=='':
dataDic[exkey][kind]=(val,unsafe)
else:
dataDic[exkey][kind]=val
#data.excitations.append(excitationValue(firstState,finst[0],val,type=finst[2]))
for dt,methdic in valDic.items():
for methstring,exdic in methdic.items():
data=switcher[dt]()
data.molecule=mymolecule
methdic=json.loads(methstring)
data.method=method(methdic["name"],methdic["basis"])
for exstr,values in exdic.items():
stDict=json.loads(exstr[0])
ty=exstr[1]
st=state(stDict["number"],stDict["multiplicity"],stDict["symetry"])
T1=values["\\%T_1"] if "\\%T_1" in values else None
oF= values["f"] if "f" in values else None
val,unsafe=values[""]
data.excitations.append(excitationValue(firstState,st,val,type=ty,T1=T1,isUnsafe=unsafe,oscilatorForces=oF))
datalist.append(data)
return datalist
elif format==Format.TBE:
subtablesindex=getSubtableIndex(table)
for first, last in subtablesindex:
datacls=dict()
mymolecule=str(table[first,0])
mymethod=(method("TBE(FC)"),method("TBE"))
finsts=dataFileBase.convertState(table[first:last+1,1],default=default,firstState=firstState,commands=commands)
for index,row in enumerate(table[first:last+1,]):
oscilatorForces=checkFloat(str(row[2]))
T1 = checkFloat(str(row[3]))
val,unsafe = getValFromCell(row[4])
corr,unsafecorr = getValFromCell(row[7])
finst=finsts[index]
dt=finst[1]
if dt in datacls:
datamtbe = datacls[dt]
else:
cl=switcher[dt]
datamtbe=[]
for met in mymethod:
data=cl()
data.molecule=mymolecule
data.method=met
datamtbe.append(data)
datacls[dt]=datamtbe
vs=[val,corr]
uns=[unsafe,unsafecorr]
for i in range(2):
datamtbe[i].excitations.append(excitationValue(firstState,finst[0],vs[i],type=finst[2],T1=T1,oscilatorForces=oscilatorForces,isUnsafe=uns[i]))
for value in datacls.values():
for dat in value:
datalist.append(dat)
return datalist
elif format==Format.DOUBLETBE:
datacls=dict()
subtablesMol=getSubtableIndex(table)
for firstMol, lastMol in subtablesMol:
data=AbsDataFile()
data.molecule=str(table[firstMol,0])
data.method=method("TBE","CBS")
for mytrans in table[firstMol:lastMol+1]:
try:
mathsoup=TexSoup(mytrans[1])
except:
print(f"Error when parsing latex state: {str(mytransdesc[i])}")
exit(-1)
newCommand.runAll(mathsoup,commands)
mytransdesc=str(mathsoup)
infin=mytransdesc.split(r"\rightarrow")
for i,item in enumerate(infin):
m=re.match(r"^(?P<number>\d)\\[,:;\s]\s*\^(?P<multiplicity>\d)(?P<sym>\S*)",item.strip())
infin[i]=state(m.group("number"),m.group("multiplicity"),m.group("sym"))
cell=mytrans[6]
val,unsafe=getValFromCell(cell)
data.excitations.append(excitationValue(infin[0],infin[1],val,isUnsafe=unsafe))
datalist.append(data)
return datalist
def getMetadata(self):
dic=OrderedDict()
dic["Molecule"]=self.molecule
dic["Comment"]=self.comment
dic["code"]="" if self.code is None else self.code.toDataString()
dic["method"]="" if self.method is None else self.method.toDataString()
dic["DOI"]="" if self.DOI is None else self.DOI
return dic
def toFile(self,datadir,suffix=None):
subpath=datadir/self.GetFileType().name.lower()
if not subpath.exists():
subpath.mkdir()
molsoup=TexSoup(self.molecule)
molcomp=list(molsoup.contents)[0]
molfilename=self.molecule if isinstance(molcomp,str) else molcomp.args[0].value
molfilename=molfilename.lower().replace(" ","_")
fileNameComp=[molfilename,self.method.name]
if self.method.basis:
fileNameComp.append(self.method.basis)
if suffix:
fileNameComp.append(suffix)
fileName="_".join(fileNameComp)+".dat"
file=subpath/fileName
if not file.exists():
with file.open("w") as f:
for key,value in self.getMetadata().items():
if value is not None:
f.write("# {:9s}: {}\n".format(key,value))
f.write("""
# Initial state Final state Transition Energies (eV) %T1 Oscilator forces unsafe
####################### ####################### ######################################## ############# ####### ################### ##############
# Number Spin Symm Number Spin Symm type E_{:5s} %T1 f is unsafe\n""".format(self.GetFileType().name.lower()))
for ex in self.excitations:
mystr=" {:7s} {:5s} {:10s} {:7s} {:5s} {:12s} {:39s} {:13s} {:14s} {:13s}{}\n".format(
str(ex.initial.number),
str(ex.initial.multiplicity),
ex.initial.symetry,
str(ex.final.number),
str(ex.final.multiplicity),
ex.final.symetry,"("+str(ex.type)+")" if ex.type is not None else "_",
str(ex.value) if ex.value is not None else "_",
str(ex.T1) if ex.T1 is not None else "_",
str(ex.oscilatorForces) if ex.oscilatorForces is not None else "_",
json.dumps(ex.isUnsafe))
f.write(mystr)
class method:
def __init__(self,name, *args):
self.name = name
self.basis=args[0] if len(args)>0 else None
@staticmethod
def fromString(string):
vals = string.split(",")
return method(*vals)
def __str__(self):
string = self.name
if (self.basis):
string+= '/' + self.basis
return string
def toDataString(self):
string=self.name
if (self.basis):
string+=","+self.basis
return string
class code:
def __init__(self,name, version):
self.name = name
self.version = version
def toDataString(self):
string=self.name
if (self.version):
string+=","+self.version
return string
class oneStateDataFileBase(dataFileBase):
def __init__(self):
super(oneStateDataFileBase,self).__init__()
self.geometry = None
def getMetadata(self):
dic=super(oneStateDataFileBase,self).getMetadata()
dic["geom"]= "" if self.geometry is None else self.geometry.toDataString()
dic.move_to_end("DOI")
return dic
class AbsDataFile(oneStateDataFileBase):
def __init__(self):
super(AbsDataFile,self).__init__()
@staticmethod
def GetFileType():
return DataType.ABS
class FluoDataFile(oneStateDataFileBase):
def __init__(self):
super(FluoDataFile,self).__init__()
@staticmethod
def GetFileType():
return DataType.FLUO
class excitationBase:
def __init__(self,initial, final,type=None, T1=None,isUnsafe=False):
self.initial = initial
self.final = final
self.type = type
self.T1 = T1
self.isUnsafe = isUnsafe
class excitationValue(excitationBase):
def __init__(self,initial, final, value, type=None, T1=None,isUnsafe=False,oscilatorForces=None):
super(excitationValue,self).__init__(initial, final,type=type,T1=T1,isUnsafe=False)
self.value = value
self.oscilatorForces = oscilatorForces